Discovery Science: 5th International Conference, DS 2002 Lübeck, Germany, November 24–26, 2002 Proceedings

Mathematics Based on Learning....Pages 1-1
Data Mining with Graphical Models....Pages 2-11
On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum....Pages 12-12
In Search of the Horowitz Factor: Interim Report on a Musical Discovery Project....Pages 13-32
Learning Structure from Sequences, with Applications in a Digital Library....Pages 33-33
Racing Committees for Large Datasets....Pages 153-164
From Ensemble Methods to Comprehensible Models....Pages 165-177
Learning the Causal Structure of Overlapping Variable Sets....Pages 178-191
Extraction of Logical Rules from Data by Means of Piecewise-Linear Neural Networks....Pages 192-205
Structuring Neural Networks through Bidirectional Clustering of Weights....Pages 206-219
Toward Drawing an Atlas of Hypothesis Classes: Approximating a Hypothesis via Another Hypothesis Model....Pages 220-232
Discovering Frequent Structured Patterns from String Databases: An Application to Biological Sequences....Pages 34-46
Discovery in Hydrating Plaster Using Machine Learning Methods....Pages 47-58
Revising Qualitative Models of Gene Regulation....Pages 59-70
SEuS: Structure Extraction Using Summaries....Pages 71-85
Discovering Best Variable-Length-Don’t-Care Patterns....Pages 86-97
A Study on the Effiect of Class Distribution Using Cost-Sensitive Learning....Pages 98-112
Model Complexity and Algorithm Selection in Classification....Pages 113-126
Experiments with Projection Learning....Pages 127-140
Improved Dataset Characterisation for Meta-learning....Pages 141-152
Datascape Survey Using the Cascade Model....Pages 233-246
Learning Hierarchical Skills from Observation....Pages 247-258
Image Analysis for Detecting Faulty Spots from Microarray Images....Pages 259-266
Inferring Gene Regulatory Networks from Time-Ordered Gene Expression Data Using Differential Equations....Pages 267-274
DNA-Tract Curvature Profile Reconstruction: A Fragment Flipping Algorithm....Pages 275-282
Evolution Map: Modeling State Transition of Typhoon Image Sequences by Spatio-Temporal Clustering....Pages 283-290
Structure-Sweetness Relationships of Aspartame Derivatives by GUHA....Pages 291-296
A Hybrid Approach for Chinese Named Entity Recognition....Pages 297-301
Extraction of Word Senses from Human Factors in Knowledge Discovery....Pages 302-309
Event Pattern Discovery from the Stock Market Bulletin....Pages 310-315
Email Categorization Using Fast Machine Learning Algorithms....Pages 316-323
Discovery of Maximal Analogies between Stories....Pages 324-331
Automatic Wrapper Generation for Multilingual Web Resources....Pages 332-339
Combining Multiple K-Nearest Neighbor Classifiers for Text Classification by Reducts....Pages 340-347
ARISTA Causal Knowledge Discovery from Texts....Pages 348-355
Knowledge Discovery as Applied to Music: Will Music Web Retrieval Revolutionize Musicology?....Pages 356-363
Process Mining: Discovering Direct Successors in Process Logs....Pages 364-373
The Emergence of Artificial Creole by the EM Algorithm....Pages 374-381
Generalized Musical Pattern Discovery by Analogy from Local Viewpoints....Pages 382-389
Using Genetic Algorithms-Based Approach for Better Decision Trees: A Computational Study....Pages 390-397
Handling Feature Ambiguity in Knowledge Discovery from Time Series....Pages 398-405
A Compositional Framework for Mining Longest Ranges....Pages 406-413
Post-processing Operators for Browsing Large Sets of Association Rules....Pages 414-421
Mining Patterns from Structured Data by Beam-Wise Graph-Based Induction....Pages 422-429
Feature Selection for Propositionalization....Pages 430-434
Subspace Clustering Based on Compressibility....Pages 435-440
The Extra-Theoretical Dimension of Discovery Extracting Knowledge by Abduction....Pages 441-448
Discovery Process on the WWW: Analysis Based on a Theory of Scientific Discovery....Pages 449-456
Invention vs. Discovery A Critical Discussion....Pages 457-462